DoRetryWithTimeout performs given task with given timeout and timeBeforeRetry TODO(stgleb): In future I would like to add context as a first param to this function so calling code can cancel task.

ErrTimedOut is returned when an operation times out Is this type used anywhere? If not we can get rid off it in favor context.DeadlineExceeded.